Collaborative learning is a complex process during which two or more learners exchange opinions, construct shared knowledge, and solve problems together. While engaging in this interactive process, learners' satisfaction toward their partners plays a crucial role in defining the success of the collaboration. If intelligent systems could predict…

Collaborative problem solving in computer-supported environments is of critical importance to the modern workforce. Coworkers or collaborators must be able to co-create and navigate a shared problem space using discourse and non-verbal cues. Analyzing this discourse can give insights into how consensus is reached and can estimate the depth of…

Individualized instruction significantly improves students' pedagogical and motivational outcomes. The study described here sought to characterize tutorial behaviors that could lead to these benefits and to consider why these behaviors should be pedagogically useful. The experiment studied 16 undergraduate and graduate university students learning…